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// GLAD LABS · ARCHIVE
The archive.
Every article we've published. In-depth dives across AI, hardware, and the edges where they meet.
Articles
SVG crashes, Loki case-sensitivity, and the fight for an authoritative prompt catalog
We spent a good chunk of today chasing "ghost" errors in the console, starting with the Sparkline emitted invalid SVG path on empty data…
Retiring Gen-1 TopicDiscovery and Hunting Invisible Stalls
We finally killed the Gen-1 TopicDiscovery orchestrator (PR #2061). It felt good to delete nearly 900 lines of legacy code and over 1,500…
Solving the GPU Pinning Saga and Gemma's Meta-Commentary
We spent today fighting a ghost in our GPU orchestration, starting with fix(llm): stop setting litellm.apibase global (PR #2082). We had…
Taming the cadvisor leak and cleaning up LLM garbage
We spent most of today fighting an OOM cascade that nearly took down the WSL2 VM, starting with our attempt to cap cadvisor memory so it…
PII leaks and the three-stage shakedown of X distribution
A routine audit surfaced our own email in the public mirror, landing a post on X took three shakedown fixes, and an audio red herring ended…
Automating AI Content Workflows
Most AI content tools follow a predictable pattern: they take a prompt, generate a wall of mediocre text, and call it "automation." For…
Qwen3-VL Integration Gotchas
If you are integrating vision-language models into an automated pipeline, you've likely seen the specs for the Qwen family. Between the…
The Operational Cost of Manual Content
Most discussions about AI content focus on speed or creativity. They miss the actual operational bottleneck: the human loop. Traditional…
Closing the Feedback Loop and Fixing Silent Failures
We spent today closing the gap between human intuition and machine execution. For too long, when we rejected a draft via regenatgate…
Single-GPU VRAM Budgeting and Stability
If you are running local LLMs, you know that VRAM is the only currency that matters. Whether you're on an RTX 3090 or the newer RTX 5090,…